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cs.LG2026
Translation of Black-Box Clinical Prediction Models into Standalone Transparent Nomograms: Temporal External Validation in Heart Transplantation
Henry Pigot, Paulo J. G. Lisboa, Sandra Ortega-Martorell +3
We convert black-box clinical prediction models for tabular data into standalone nomograms that can be audited term by term. PRiSM (Partial Responses in Structured Models) takes th…
cs.LG2019★ 1 cited
The Partial Response Network: a neural network nomogram
Paulo J. G. Lisboa, Sandra Ortega-Martorell, Sadie Cashman +1
Among interpretable machine learning methods, the class of Generalised Additive Neural Networks (GANNs) is referred to as Self-Explaining Neural Networks (SENN) because of the line…